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Linux Foundation Prometheus Certified Associate Exam Sample Questions (Q14-Q19):
NEW QUESTION # 14
How would you name a metric that measures gRPC response size?
- A. grpc_response_size_bytes
- B. grpc_response_size_sum
- C. grpc_response_size_total
- D. grpc_response_size
Answer: A
Explanation:
Following Prometheus's metric naming conventions, every metric should indicate:
What it measures (the quantity or event).
The unit of measurement in base SI units as a suffix.
Since the metric measures response size, the base unit is bytes. Therefore, the correct and compliant metric name is:
grpc_response_size_bytes
This clearly communicates that it measures gRPC response payload sizes expressed in bytes.
The _bytes suffix is the Prometheus-recommended unit indicator for data sizes. The other options violate naming rules:
_total is reserved for counters.
_sum is used internally by histograms or summaries.
Omitting the unit (grpc_response_size) is discouraged, as it reduces clarity.
Reference:
Extracted and verified from Prometheus documentation - Metric Naming Conventions, Instrumentation Best Practices, and Standard Units for Size and Time Measurements.
NEW QUESTION # 15
What is the minimum requirement for an application to expose Prometheus metrics?
- A. It must be compiled for 64-bit architectures.
- B. It must be exposed to the Internet.
- C. It must run on Linux.
- D. It must be able to serve text over HTTP.
Answer: D
Explanation:
Prometheus collects metrics by scraping an HTTP endpoint exposed by the target application. Therefore, the only essential requirement for an application to expose metrics to Prometheus is that it serves metrics in the Prometheus text exposition format over HTTP.
This endpoint is conventionally available at /metrics and provides metrics in plain text format (e.g., Content-Type: text/plain; version=0.0.4). The application can run on any operating system, architecture, or network - as long as Prometheus can reach its endpoint.
It does not need to be Internet-accessible (it can be internal) and is not limited to Linux or any specific bitness.
Reference:
Verified from Prometheus documentation - Exposition Formats, Instrumenting Applications, and Target Scraping Requirements sections.
NEW QUESTION # 16
Which of the following PromQL queries is invalid?
- A. max by (instance) up
- B. max without (instance) up
- C. max without (instance, job) up
- D. max on (instance) (up)
Answer: D
Explanation:
The max operator in PromQL is an aggregation operator, not a binary vector matching operator. Therefore, the valid syntax for aggregation uses by() or without(), not on().
✅ max by (instance) up → Valid; aggregates maximum values per instance.
✅ max without (instance) up and max without (instance, job) up → Valid; aggregates over all labels except those listed.
❌ max on (instance) (up) → Invalid; the keyword on() is only valid in binary operations (e.g., +, -, and, or, unless), where two vectors are being matched on specific labels.
Hence, max on (instance) (up) is a syntax error in PromQL because on() cannot be used directly with aggregation operators.
Reference:
Verified from Prometheus documentation - Aggregation Operators, Vector Matching - on()/ignoring(), and PromQL Language Syntax Reference sections.
NEW QUESTION # 17
How do you calculate the average request duration during the last 5 minutes from a histogram or summary called http_request_duration_seconds?
- A. rate(http_request_duration_seconds_sum[5m]) / rate(http_request_duration_seconds_count[5m])
- B. rate(http_request_duration_seconds_sum[5m]) / rate(http_request_duration_seconds_average[5m])
- C. rate(http_request_duration_seconds_total[5m]) / rate(http_request_duration_seconds_average[5m])
- D. rate(http_request_duration_seconds_total[5m]) / rate(http_request_duration_second$_count[5m])
Answer: A
Explanation:
In Prometheus, histograms and summaries expose metrics with _sum and _count suffixes to represent total accumulated values and sample counts, respectively. To compute the average request duration over a given time window (for example, 5 minutes), you divide the rate of increase of _sum by the rate of increase of _count:
ext{Average duration} = rac{ ext{rate(http_request_duration_seconds_sum[5m])}}{ ext{rate(http_request_duration_seconds_count[5m])}} Here,
http_request_duration_seconds_sum represents the total accumulated request time, and
http_request_duration_seconds_count represents the number of requests observed.
By dividing these rates, you obtain the average request duration per request over the specified time range.
Reference:
Extracted and verified from Prometheus documentation - Querying Histograms and Summaries, PromQL Rate Function, and Metric Naming Conventions sections.
NEW QUESTION # 18
Given the following Histogram metric data, how many requests took less than or equal to 0.1 seconds?
apiserver_request_duration_seconds_bucket{job="kube-apiserver", le="+Inf"} 3 apiserver_request_duration_seconds_bucket{job="kube-apiserver", le="0.05"} 0 apiserver_request_duration_seconds_bucket{job="kube-apiserver", le="0.1"} 1 apiserver_request_duration_seconds_bucket{job="kube-apiserver", le="1"} 3 apiserver_request_duration_seconds_count{job="kube-apiserver"} 3 apiserver_request_duration_seconds_sum{job="kube-apiserver"} 0.554003785
- A. 0.554003785
- B. 0
- C. 1
- D. 2
Answer: B
Explanation:
In Prometheus, histogram metrics use cumulative buckets to record the count of observations that fall within specific duration thresholds. Each bucket has a label le ("less than or equal to"), representing the upper bound of that bucket.
In the given metric, the bucket labeled le="0.1" has a value of 1, meaning exactly one request took less than or equal to 0.1 seconds. Buckets are cumulative, so:
le="0.05" → 0 requests ≤ 0.05 seconds
le="0.1" → 1 request ≤ 0.1 seconds
le="1" → 3 requests ≤ 1 second
le="+Inf" → all 3 requests total
The _sum and _count values represent total duration and request count respectively, but the number of requests below a given threshold is read directly from the bucket's le value.
Reference:
Verified from Prometheus documentation - Understanding Histograms and Summaries, Bucket Semantics, and Histogram Query Examples sections.
NEW QUESTION # 19
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